Prepare Data for SVD Analysis

SVD

Loading svd file for columns-humidity-months-6_7_8

Precision of SVD Resconstrucion

Full Reconstruction & Lower Rank Reconstruction

Diff: 6.380274730444385e-14
Diff reconstruction: 0.9565964363748032

Average SVD Error

Dates to Concept - SVD_U

Towns to Concept - SVD_V

Singular Vector - SVD_S

'35275.915015898245; 2177.6305393961056; 1215.4664624397933; 818.1507804682079; 627.9914683800416; 591.6255553205962; 402.7956928849395; 344.92952780851266; 287.0725081313352; 245.58328070882376; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 3.4950118490669515e-12; 2.7923622715703162e-12'

SVD Maps

Ploting map for k = 0

Ploting map for k = 1

Ploting map for k = 2

Ploting map for k = 3

Ploting map for k = 4

Export to HTML

[NbConvertApp] Converting notebook svd.ipynb to HTML
[NbConvertApp] Writing 5905248 bytes to output/columns-humidity-months-6_7_8_svd.html